# Pollutants and Sea-Surface Segmentation on MADOS

Source: [Pollutants and Sea-Surface Segmentation on MADOS](<https://www.sota2.com/research/sota/pollutants-and-sea-surface-segmentation-on-mados>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-10T09:08:29.236Z

Evaluation of segmentation performance for pollutants and sea-surface detection on the MADOS dataset, reporting metrics including PA, mIoU, and Macro F1.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Pollutants and Sea-Surface Segmentation |
| Dataset (including any stated split) | MADOS |
| Metric | PA |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [PA](<https://www.sota2.com/research/sota/pollutants-and-sea-surface-segmentation-on-mados.md?metric=PA>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/pollutants-and-sea-surface-segmentation-on-mados.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [Macro F1](<https://www.sota2.com/research/sota/pollutants-and-sea-surface-segmentation-on-mados.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PA | Result date | Report paper |
| --- | --- | --- | --- |
| MariNeXt | 89.1 | Not recorded | 69d884307d0172140ec77b40 |
| OceanMAE | 87.4 | Not recorded | 69d884307d0172140ec77b40 |
| SatMAE | 85.3 | Not recorded | 69d884307d0172140ec77b40 |
| SSL4EO | 83 | Not recorded | 69d884307d0172140ec77b40 |
| UNet | 82.9 | Not recorded | 69d884307d0172140ec77b40 |
| FGMAE | 82.6 | Not recorded | 69d884307d0172140ec77b40 |
| Random Forest | 67.1 | Not recorded | 69d884307d0172140ec77b40 |

### MariNeXt

PA: 89.1. Result ID: 69d8be0647f34ce924c1d2de.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

Recorded evaluation configuration: {"status":"SOTA"}. This record does not assert independent reproduction.

### OceanMAE

PA: 87.4. Result ID: 69d8be0647f34ce924c1d2df.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"FE","Patch Size":"16"}. This record does not assert independent reproduction.

### SatMAE

PA: 85.3. Result ID: 69d8be0647f34ce924c1d2db.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e5b1e209131cea3f50c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SSL4EO

PA: 83. Result ID: 69d8be0647f34ce924c1d2dd.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UNet

PA: 82.9. Result ID: 69d8be0647f34ce924c1d2da.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FGMAE

PA: 82.6. Result ID: 69d8be0647f34ce924c1d2dc.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71041e209131cea4e960.md>)

[Implementation](<https://github.com/zhu-xlab/FGMAE>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Random Forest

PA: 67.1. Result ID: 69d8be0647f34ce924c1d2d9.

[Reporting paper](<https://www.sota2.com/research/paper/69d884307d0172140ec77b40.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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